Benchmarking Guide (With Inference Perf)

What This Guide Covers

This guide provides a comprehensive approach to benchmarking LLM inference performance:

• Understanding the Benchmark Challenge - Why LLM benchmarking is complex and what makes it different from traditional AI models
• Key Metrics for Benchmarking LLMs - Essential metrics (TTFT, ITL, TPS) and what they mean for your deployment
• Benchmarking with Inference Perf - Using the standardized Inference Perf tool to measure performance
• Test Scenarios - Practical examples for baseline, saturation, production simulation, and real dataset testing
• Resources - Complete deployment examples and reference configurations